{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 11 绘图实例(3) Drawing example(3)\n",
    "本文主要讲述seaborn官网相关函数绘图实例。具体内容有：\n",
    "1. Plotting a diagonal correlation matrix(heatmap)\n",
    "2. Scatterplot with marginal ticks(JointGrid)\n",
    "3. Multiple bivariate KDE plots(kdeplot)\n",
    "4. Multiple linear regression(lmplot)\n",
    "5. Paired density and scatterplot matrix(PairGrid)\n",
    "6. Paired categorical plots(PairGrid)\n",
    "7. Dot plot with several variables(PairGrid)\n",
    "8. Plotting a three-way ANOVA(catplot)\n",
    "9. Linear regression with marginal distributions(jointplot)\n",
    "10. Plotting model residuals(residplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Plotting a diagonal correlation matrix(heatmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取字母表\n",
    "from string import ascii_letters\n",
    "\n",
    "# Generate a large random dataset 生成数据集\n",
    "rs = np.random.RandomState(33)\n",
    "d = pd.DataFrame(data=rs.normal(size=(100, 26)),\n",
    "                 columns=list(ascii_letters[26:]))\n",
    "\n",
    "# Compute the correlation matrix 计算相关系数\n",
    "corr = d.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle 生成掩模\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "d# Set up the matplotlib figure 设置图大小\n",
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "\n",
    "# Generate a custom diverging colormap 设置颜色\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "# square表都是正方形\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Scatterplot with marginal ticks(JointGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\tight_layout.py:199: UserWarning: Tight layout not applied. tight_layout cannot make axes width small enough to accommodate all axes decorations\n",
      "  warnings.warn('Tight layout not applied. '\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\", color_codes=True)\n",
    "\n",
    "# Generate a random bivariate dataset\n",
    "rs = np.random.RandomState(9)\n",
    "mean = [0, 0]\n",
    "cov = [(1, 0), (0, 2)]\n",
    "x, y = rs.multivariate_normal(mean, cov, 100).T\n",
    "\n",
    "# Use JointGrid directly to draw a custom plot\n",
    "# 创建一个绘图表格区域，设置好x,y对应数据\n",
    "grid = sns.JointGrid(x, y, space=0, height=6, ratio=50)\n",
    "# 在联合分布上画出散点图\n",
    "grid.plot_joint(plt.scatter, color=\"g\")\n",
    "# 在边缘分布上再作图\n",
    "grid.plot_marginals(sns.rugplot, height=1, color=\"g\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Multiple bivariate KDE plots(kdeplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "\n",
    "# Subset the iris dataset by species\n",
    "# 单独筛选对应类的数据\n",
    "setosa = iris.query(\"species == 'setosa'\")\n",
    "virginica = iris.query(\"species == 'virginica'\")\n",
    "\n",
    "# Set up the figure\n",
    "f, ax = plt.subplots(figsize=(8, 8))\n",
    "# 设置轴的缩放比例，equal表示x,y轴同等缩放比例\n",
    "ax.set_aspect(\"equal\")\n",
    "\n",
    "# Draw the two density plots\n",
    "# 画核密度图\n",
    "# shade表示添加阴影，shade_lowest表示两个核密度图相叠时，核密度小的部分不画出来\n",
    "ax = sns.kdeplot(setosa.sepal_width, setosa.sepal_length,\n",
    "                 cmap=\"Reds\", shade=True, shade_lowest=False)\n",
    "ax = sns.kdeplot(virginica.sepal_width, virginica.sepal_length,\n",
    "                 cmap=\"Blues\", shade=True, shade_lowest=False)\n",
    "\n",
    "# Add labels to the plot\n",
    "# 添加颜色\n",
    "red = sns.color_palette(\"Reds\")[-2]\n",
    "blue = sns.color_palette(\"Blues\")[-2]\n",
    "ax.text(2.5, 8.2, \"virginica\", size=16, color=blue)\n",
    "ax.text(3.8, 4.5, \"setosa\", size=16, color=red);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Multiple linear regression(lmplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 446.85x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the iris dataset 读取数据\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "\n",
    "# Plot sepal with as a function of sepal_length across days\n",
    "# 画散点图，lmplot默认参数，以hue设定不同种类\n",
    "# truncate为true表示现植回归拟合曲线绘图时只画出有数据的部分\n",
    "g = sns.lmplot(x=\"sepal_length\", y=\"sepal_width\", hue=\"species\",\n",
    "               truncate=True, height=5, data=iris);\n",
    "\n",
    "# Use more informative axis labels than are provided by default\n",
    "# 设置横竖坐标轴label\n",
    "g.set_axis_labels(\"Sepal length (mm)\", \"Sepal width (mm)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Paired density and scatterplot matrix(PairGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "\n",
    "df = sns.load_dataset(\"iris\")\n",
    "# 制作散点图矩阵\n",
    "# diag_sharey是否共享y轴\n",
    "g = sns.PairGrid(df, diag_sharey=False)\n",
    "# 下三角绘多变量核密度图\n",
    "g.map_lower(sns.kdeplot)\n",
    "# 上三角绘散点图\n",
    "g.map_upper(sns.scatterplot)\n",
    "# 对角线绘单变量核密度图，lw表示线条粗细\n",
    "g.map_diag(sns.kdeplot, lw=3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Paired categorical plots(PairGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Load the example Titanic dataset\n",
    "titanic = sns.load_dataset(\"titanic\")\n",
    "\n",
    "# Set up a grid to plot survival probability against several variables\n",
    "# 制作散点图矩阵\n",
    "# y轴为survived值，x_vars设定x轴\n",
    "g = sns.PairGrid(titanic, y_vars=\"survived\",\n",
    "                 x_vars=[\"class\", \"sex\", \"who\", \"alone\"],\n",
    "                 height=5, aspect=.5)\n",
    "# Draw a seaborn pointplot onto each Axes\n",
    "# 制作折线图, errwidth表示上下标准注的长度，其中各点代表平均值\n",
    "g.map(sns.pointplot, scale=1.3, errwidth=4, color=\"xkcd:plum\")\n",
    "g.set(ylim=(0, 1))\n",
    "sns.despine(fig=g.fig, left=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Dot plot with several variables(PairGrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x720 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Load the dataset\n",
    "crashes = sns.load_dataset(\"car_crashes\")\n",
    "\n",
    "# Make the PairGrid\n",
    "# 按crash排序的值绘图，x_vars，y_vars表示x轴或者y轴\n",
    "g = sns.PairGrid(crashes.sort_values(\"total\", ascending=False),\n",
    "                 x_vars=crashes.columns[:-3], y_vars=[\"abbrev\"],\n",
    "                 height=10, aspect=.25)\n",
    "# Draw a dot plot using the stripplot function\n",
    "g.map(sns.stripplot, size=10, orient=\"h\",\n",
    "      palette=\"ch:s=1,r=-.1,h=1_r\", linewidth=1, edgecolor=\"w\")\n",
    "# Use the same x axis limits on all columns and add better labels\n",
    "# 设置x轴，x标签\n",
    "g.set(xlim=(0, 25), xlabel=\"Crashes\", ylabel=\"\")\n",
    "\n",
    "# Use semantically meaningful titles for the columns\n",
    "titles = [\"Total crashes\", \"Speeding crashes\", \"Alcohol crashes\",\n",
    "          \"Not distracted crashes\", \"No previous crashes\"]\n",
    "\n",
    "#去除轴线\n",
    "for ax, title in zip(g.axes.flat, titles):\n",
    "\n",
    "    # Set a different title for each axes\n",
    "    ax.set(title=title)\n",
    "\n",
    "    # Make the grid horizontal instead of vertical\n",
    "    ax.xaxis.grid(False)\n",
    "    ax.yaxis.grid(True)\n",
    "\n",
    "sns.despine(left=True, bottom=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Plotting a three-way ANOVA(catplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 724.475x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the example exercise dataset\n",
    "df = sns.load_dataset(\"exercise\")\n",
    "\n",
    "# Draw a pointplot to show pulse as a function of three categorical factors\n",
    "# 分类型数据作坐标轴画图catplot,\n",
    "# col表示用什么变量对图像在横坐标方向分列\n",
    "# hue表示在单个维度上用某个变量区分;\n",
    "# capsize表示延伸线的长度\n",
    "g = sns.catplot(x=\"time\", y=\"pulse\", hue=\"kind\", col=\"diet\",\n",
    "                capsize=0.2, palette=\"YlGnBu_d\", height=6, aspect=.75,\n",
    "                kind=\"point\", data=df)\n",
    "g.despine(left=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Linear regression with marginal distributions(jointplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "# 设置联合图像，类型是\"reg\"回归图\n",
    "g = sns.jointplot(\"total_bill\", \"tip\", data=tips, kind=\"reg\",\n",
    "                  xlim=(0, 60), ylim=(0, 12), color=\"m\", height=7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. Plotting model residuals(residplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Make an example dataset with y ~ x\n",
    "rs = np.random.RandomState(7)\n",
    "x = rs.normal(2, 1, 75)\n",
    "y = 2 + 1.5 * x + rs.normal(0, 2, 75)\n",
    "\n",
    "# Plot the residuals after fitting a linear model 残差图\n",
    "# 中间曲线为残差曲线((对比一阶拟合直线的残差)),lowess曲线平滑\n",
    "sns.residplot(x, y, lowess=True, color=\"g\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
